{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 预测房价模型\n",
    "### 数据导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "from scipy import stats\n",
    "from scipy.stats import norm, skew\n",
    "\n",
    "train_df = pd.read_csv('./input/train.csv')\n",
    "test_df = pd.read_csv('./input/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n\n  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n\n  YrSold  SaleType  SaleCondition  SalePrice  \n0   2008        WD         Normal     208500  \n1   2007        WD         Normal     181500  \n2   2008        WD         Normal     223500  \n3   2006        WD        Abnorml     140000  \n4   2008        WD         Normal     250000  \n\n[5 rows x 81 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Id</th>\n      <th>MSSubClass</th>\n      <th>MSZoning</th>\n      <th>LotFrontage</th>\n      <th>LotArea</th>\n      <th>Street</th>\n      <th>Alley</th>\n      <th>LotShape</th>\n      <th>LandContour</th>\n      <th>Utilities</th>\n      <th>...</th>\n      <th>PoolArea</th>\n      <th>PoolQC</th>\n      <th>Fence</th>\n      <th>MiscFeature</th>\n      <th>MiscVal</th>\n      <th>MoSold</th>\n      <th>YrSold</th>\n      <th>SaleType</th>\n      <th>SaleCondition</th>\n      <th>SalePrice</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>60</td>\n      <td>RL</td>\n      <td>65.0</td>\n      <td>8450</td>\n      <td>Pave</td>\n      <td>NaN</td>\n      <td>Reg</td>\n      <td>Lvl</td>\n      <td>AllPub</td>\n      <td>...</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2008</td>\n      <td>WD</td>\n      <td>Normal</td>\n      <td>208500</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>20</td>\n      <td>RL</td>\n      <td>80.0</td>\n      <td>9600</td>\n      <td>Pave</td>\n      <td>NaN</td>\n      <td>Reg</td>\n      <td>Lvl</td>\n      <td>AllPub</td>\n      <td>...</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>5</td>\n      <td>2007</td>\n      <td>WD</td>\n      <td>Normal</td>\n      <td>181500</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>60</td>\n      <td>RL</td>\n      <td>68.0</td>\n      <td>11250</td>\n      <td>Pave</td>\n      <td>NaN</td>\n      <td>IR1</td>\n      <td>Lvl</td>\n      <td>AllPub</td>\n      <td>...</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>9</td>\n      <td>2008</td>\n      <td>WD</td>\n      <td>Normal</td>\n      <td>223500</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>70</td>\n      <td>RL</td>\n      <td>60.0</td>\n      <td>9550</td>\n      <td>Pave</td>\n      <td>NaN</td>\n      <td>IR1</td>\n      <td>Lvl</td>\n      <td>AllPub</td>\n      <td>...</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>2</td>\n      <td>2006</td>\n      <td>WD</td>\n      <td>Abnorml</td>\n      <td>140000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>60</td>\n      <td>RL</td>\n      <td>84.0</td>\n      <td>14260</td>\n      <td>Pave</td>\n      <td>NaN</td>\n      <td>IR1</td>\n      <td>Lvl</td>\n      <td>AllPub</td>\n      <td>...</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>12</td>\n      <td>2008</td>\n      <td>WD</td>\n      <td>Normal</td>\n      <td>250000</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 81 columns</p>\n</div>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " # SalePrice: 预测目标房价\n",
    "dict_name = {\n",
    " 'Id':'Id',\n",
    " 'SalePrice': '预测目标房价',\n",
    " 'MSSubClass':'建筑种类（20，30，40等等）',\n",
    " 'MSZoning':'分区分类（5类：RH,C(all),RL等等）',\n",
    " 'LotFrontage':'与财产相连的街道的直线尺（234+NA)',\n",
    " 'LotArea':'面积（8450，11200...)',\n",
    " 'Street':'道路通道类别（Grvi Pave两类）',\n",
    " 'Alley':'通道类型（Grvi Pave两类+NA）',\n",
    " 'LotShape':'财产形状（4类：IR1,IR2...)',\n",
    " 'LandContour':'平坦性（4类：Lvl...）',\n",
    " 'Utilities':'可用的工具种类（2类：Allpub...）',\n",
    " 'LotConfig':' 配置（5类：corner...)',\n",
    " 'LandSlope':'倾斜属性(3类：Gtl...）',\n",
    " 'Neighborhood':'埃姆斯市范围内的物理位置：好多类（dlegg...)',\n",
    " 'Condition1':'靠近主干路或铁路（Norm,Alidg...)',\n",
    " 'Condition2':'靠近主干路或铁路（如果有第二条）',\n",
    " 'BldgType':'住宅类型（5类）',\n",
    " 'HouseStyle':'住宅风格（7类左右）',\n",
    " 'OverallQual': '整体材料和成品质量：1-10之间',\n",
    " 'OverallCond':'总体状况评级：1-9之间',\n",
    " 'YearBuilt':'建于某某年：2031',\n",
    " 'RemodAdd':'改变日期2001',\n",
    " 'RoofStyle':'屋顶风格（5类:Gable...）',\n",
    " 'RoofMatl': '屋顶材料（8类左右)',\n",
    " 'Exterior1st': '房屋外墙：（好几类呢也）',\n",
    " 'Exterior2nd': '第二种材料，多了个None，有些就一种材料）',\n",
    " 'MasVnrType': '表层砌体类型:(4类+None）',\n",
    " 'MasVnrArea': '砖石面积:(0，各种数字1，300，还有NA）',\n",
    " 'ExterQual': '外部材质:(4类，四个看不懂的英文缩写）',\n",
    " 'ExterCond': '外观材料的现状：由高到低，5类',\n",
    " 'Foundation': '地基类型:几类看不懂的类型(wood...)',\n",
    " 'BsmtQual': '地下室的高度:由高到低：5类',\n",
    " 'BsmtCond': '地下室现状：同上，5类',\n",
    " 'BsmtExposure': '户外或花园水平的地下室墙壁，同上，5类',\n",
    " 'BsmtFinType1': '地下室装修区域质量：好几类',\n",
    " 'BsmtFinSF1':'1型面积',\n",
    " 'BsmtFinType2': '第二种质量',\n",
    " 'BsmtFinSF2': '2型面积',\n",
    " 'BsmtUnfSF': '未完工的地下室面积',\n",
    " 'TotalBsmtSF': '地下面积的总面积',\n",
    " 'Heating': '加热方式：好几种',\n",
    " 'HeatingQC': '加热质量及条件：5种',\n",
    " 'CentralAir': '中央空调（N/Y)有或者没有yes or no',\n",
    " 'Electrical': '电气系统:好几种',\n",
    " '1stFlrSF': '第一层面积',\n",
    " '2ndFlrSF': '第二层面积',\n",
    " 'LowQualFinSF': '低品质成品平方英尺(所有楼层)：各种数字',\n",
    " 'GrLivArea': '地面以上居住面积平方英尺',\n",
    " 'BsmtFullBath':'地下室全浴室（0-3）',\n",
    " 'BsmtHalfBath':'半地下室卫生间（0-2）',\n",
    " 'FullBath': '高档全浴室（0-3）',\n",
    " 'HalfBath': '半浴缸以上（0-2）',\n",
    " 'Bedroom': '地下室以上的卧室数：0-8',\n",
    " 'Kitchen': '厨房数量',\n",
    " 'KitchenQual': '厨房质量：5个',\n",
    " 'TotRmsAbvGrd': '房间总数(不含卫生间)',\n",
    " 'Functional': '家庭功能评级（min,mod...）',\n",
    " 'Fireplaces': '壁炉数量',\n",
    " 'FireplaceQu': '壁炉质量',\n",
    " 'GarageType':'车库位置（好几类)',\n",
    " 'GarageYrBlt':'车库建造年份',\n",
    " 'GarageFinish': '车库内部装修',\n",
    " 'GarageCars': '车库容量的大小0-4',\n",
    " 'GarageArea': '车库面积',\n",
    " 'GarageQual': '车库质量',\n",
    " 'GarageCond': '车库条件，好几类',\n",
    " 'PavedDrive': '道路车道（N/P/Y)',\n",
    " 'WoodDeckSF': '木甲板面积',\n",
    " 'BedroomAbvGr': '地下室以上的卧室数量，类型：数值',\n",
    " 'OpenPorchSF':'开放式门廊面积(平方英尺)',\n",
    " 'EnclosedPorch':'3英尺的封闭式玄关区域',\n",
    " 'SsnPorch':'三季门廊面积平方英尺',\n",
    " 'ScreenPorch':'屏风门廊面积(平方英尺)',\n",
    " 'PoolArea': '游泳池面积(平方英尺)',\n",
    " 'PoolQC': '泳池质量',\n",
    " 'Fence': '栅栏质量',\n",
    " 'KitchenAbvGr': '厨房数量，类型：数值',\n",
    " '3SsnPorch': '三个季节门廊面积',\n",
    " 'MiscFeature':'其他类别中未涉及的杂项功能',\n",
    " 'MiscVal': '杂项特征值0-15500',\n",
    " 'MoSold': 'Month',\n",
    " 'SoldYrSold': 'Year',\n",
    " '3SsnPorch': '三个季节门廊面积',\n",
    " 'YearRemodAdd': '修复年份',\n",
    " 'SoldSaleType': '销售类型',\n",
    " 'MoSold': '卖出月份',\n",
    " 'YrSold': '卖出年份',\n",
    " 'SaleType': '交易类型',\n",
    " 'SaleCondition': '销售质量'\n",
    "}\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "            name                     desc    na percents\n72        PoolQC                     泳池质量  1453   99.52%\n74   MiscFeature            其他类别中未涉及的杂项功能  1406   96.30%\n6          Alley     通道类型（Grvi Pave两类+NA）  1369   93.77%\n73         Fence                     栅栏质量  1179   80.75%\n64    GarageCond                 车库条件，好几类    81    5.55%\n58    GarageType                车库位置（好几类)    81    5.55%\n63    GarageQual                     车库质量    81    5.55%\n60  GarageFinish                   车库内部装修    81    5.55%\n59   GarageYrBlt                   车库建造年份    81    5.55%\n57   FireplaceQu                     壁炉质量   690   47.26%\n35  BsmtFinType2                    第二种质量    38    2.60%\n32  BsmtExposure      户外或花园水平的地下室墙壁，同上，5类    38    2.60%\n30      BsmtQual           地下室的高度:由高到低：5类    37    2.53%\n31      BsmtCond              地下室现状：同上，5类    37    2.53%\n33  BsmtFinType1            地下室装修区域质量：好几类    37    2.53%\n3    LotFrontage     与财产相连的街道的直线尺（234+NA)   259   17.74%\n25    MasVnrType         表层砌体类型:(4类+None）     8    0.55%\n26    MasVnrArea  砖石面积:(0，各种数字1，300，还有NA）     8    0.55%\n42    Electrical                 电气系统:好几种     1    0.07%\n0             Id                       Id     0    0.00%",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>name</th>\n      <th>desc</th>\n      <th>na</th>\n      <th>percents</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>72</th>\n      <td>PoolQC</td>\n      <td>泳池质量</td>\n      <td>1453</td>\n      <td>99.52%</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>MiscFeature</td>\n      <td>其他类别中未涉及的杂项功能</td>\n      <td>1406</td>\n      <td>96.30%</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Alley</td>\n      <td>通道类型（Grvi Pave两类+NA）</td>\n      <td>1369</td>\n      <td>93.77%</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>Fence</td>\n      <td>栅栏质量</td>\n      <td>1179</td>\n      <td>80.75%</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>GarageCond</td>\n      <td>车库条件，好几类</td>\n      <td>81</td>\n      <td>5.55%</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>GarageType</td>\n      <td>车库位置（好几类)</td>\n      <td>81</td>\n      <td>5.55%</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>GarageQual</td>\n      <td>车库质量</td>\n      <td>81</td>\n      <td>5.55%</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>GarageFinish</td>\n      <td>车库内部装修</td>\n      <td>81</td>\n      <td>5.55%</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>GarageYrBlt</td>\n      <td>车库建造年份</td>\n      <td>81</td>\n      <td>5.55%</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>FireplaceQu</td>\n      <td>壁炉质量</td>\n      <td>690</td>\n      <td>47.26%</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>BsmtFinType2</td>\n      <td>第二种质量</td>\n      <td>38</td>\n      <td>2.60%</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>BsmtExposure</td>\n      <td>户外或花园水平的地下室墙壁，同上，5类</td>\n      <td>38</td>\n      <td>2.60%</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>BsmtQual</td>\n      <td>地下室的高度:由高到低：5类</td>\n      <td>37</td>\n      <td>2.53%</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>BsmtCond</td>\n      <td>地下室现状：同上，5类</td>\n      <td>37</td>\n      <td>2.53%</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>BsmtFinType1</td>\n      <td>地下室装修区域质量：好几类</td>\n      <td>37</td>\n      <td>2.53%</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>LotFrontage</td>\n      <td>与财产相连的街道的直线尺（234+NA)</td>\n      <td>259</td>\n      <td>17.74%</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>MasVnrType</td>\n      <td>表层砌体类型:(4类+None）</td>\n      <td>8</td>\n      <td>0.55%</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>MasVnrArea</td>\n      <td>砖石面积:(0，各种数字1，300，还有NA）</td>\n      <td>8</td>\n      <td>0.55%</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>Electrical</td>\n      <td>电气系统:好几种</td>\n      <td>1</td>\n      <td>0.07%</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>Id</td>\n      <td>Id</td>\n      <td>0</td>\n      <td>0.00%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 判断空值数量\n",
    "rows = train_df.isnull().sum()\n",
    "# print(rows)\n",
    "indexs = rows.index\n",
    "\n",
    "# 显示存在异常值的数据维度\n",
    "tlen = len(train_df) # 计算缺失数据百分比 \n",
    "names =  [dict_name[indexs[i]] for i in range(len(indexs))]\n",
    "percents = [ '{:.2%}'.format(x / tlen ) for x in rows.tolist() ] # 计算百分比\n",
    "\n",
    "missing_data = pd.concat([pd.Series(indexs.tolist()), pd.Series(names),\n",
    "                          pd.Series(rows.tolist()), pd.Series(percents) ], \n",
    "                          axis=1, keys=['name','desc','na','percents']\n",
    "                        ).sort_values(by = ['percents'], ascending = [False])\n",
    "\n",
    "missing_data.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均值 \"Age\" is 70.05\n",
      "中位数 \"Age\" is 69.00\n"
     ]
    },
    {
     "data": {
      "text/plain": "PoolQC          1453\nMiscFeature     1406\nAlley           1369\nFence           1179\nFireplaceQu      690\nGarageType        81\nGarageCond        81\nGarageFinish      81\nGarageQual        81\nBsmtFinType2      38\nBsmtExposure      38\nBsmtQual          37\nBsmtCond          37\nBsmtFinType1      37\nMasVnrType         8\nRoofMatl           0\nRoofStyle          0\nYearRemodAdd       0\nMasVnrArea         0\nExterior1st        0\ndtype: int64"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# LotFrontage, MasVnrArea 异常值处理\n",
    "#  LotFrontage 平均值\n",
    "print('平均值 \"Age\" is %.2f' %(train_df[\"LotFrontage\"].mean(skipna=True)))\n",
    "\n",
    "# LotFrontage 中位数\n",
    "print('中位数 \"Age\" is %.2f' %(train_df[\"LotFrontage\"].median(skipna=True)))\n",
    "\n",
    "# 平均值替换缺失值\n",
    "train_df[\"LotFrontage\"] = train_df['LotFrontage'].fillna(train_df['LotFrontage'].mean())\n",
    "train_df[\"MasVnrArea\"] = train_df['MasVnrArea'].fillna(train_df['MasVnrArea'].mean())\n",
    "\n",
    "train_df['GarageYrBlt'] = train_df['GarageYrBlt'].fillna(train_df['GarageYrBlt'].mean())\n",
    "train_df[\"Electrical\"] = train_df[\"Electrical\"].fillna(train_df['Electrical'].value_counts().idxmax())\n",
    "\n",
    "train_df.isnull().sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TA    649\n",
      "Gd    618\n",
      "Ex    121\n",
      "Fa     35\n",
      "Name: BsmtQual, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "地下室的高度 TA.\n"
     ]
    }
   ],
   "source": [
    "# 地下室的高度-类型\n",
    "print(train_df['BsmtQual'].value_counts())\n",
    "sns.countplot(x='BsmtQual', data=train_df, palette='Set2') # 使用条形显示每个分箱器中的观察计数\n",
    "plt.show()\n",
    "\n",
    "print('地下室的高度 %s.' %train_df['BsmtQual'].value_counts().idxmax())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "PoolQC          1456\nMiscFeature     1408\nAlley           1352\nFence           1169\nFireplaceQu      730\nLotFrontage      227\nGarageCond        78\nGarageQual        78\nGarageYrBlt       78\nGarageFinish      78\nGarageType        76\nBsmtCond          45\nBsmtQual          44\nBsmtExposure      44\nBsmtFinType1      42\nBsmtFinType2      42\nMasVnrType        16\nMasVnrArea        15\nMSZoning           4\nBsmtHalfBath       2\ndtype: int64"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df.isnull().sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['LotFrontage', 'OverallQual', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea',\n",
    "       'BsmtFinSF1', 'TotalBsmtSF', '1stFlrSF', '2ndFlrSF', 'GrLivArea',\n",
    "       'FullBath', 'TotRmsAbvGrd', 'Fireplaces', 'GarageYrBlt', 'GarageCars',\n",
    "       'GarageArea', 'WoodDeckSF', 'OpenPorchSF', 'SalePrice'] # 取值构建回归树\n",
    "\n",
    "test_df['GarageYrBlt'] = test_df['GarageYrBlt'].fillna(test_df['GarageYrBlt'].mean())\n",
    "test_df['MasVnrArea'] = test_df['MasVnrArea'].fillna(test_df['MasVnrArea'].mean())\n",
    "test_df['GarageCars'] = test_df['GarageCars'].fillna(test_df['GarageCars'].mean())\n",
    "test_df['GarageArea'] = test_df['GarageArea'].fillna(test_df['GarageArea'].mean())\n",
    "test_df['BsmtFinSF1'] = test_df['BsmtFinSF1'].fillna(test_df['BsmtFinSF1'].mean())\n",
    "test_df['TotalBsmtSF'] = test_df['TotalBsmtSF'].fillna(test_df['TotalBsmtSF'].mean())\n",
    "test_df['LotFrontage'] = test_df['LotFrontage'].fillna(test_df['LotFrontage'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "OpenPorchSF     0\nWoodDeckSF      0\nOverallQual     0\nYearBuilt       0\nYearRemodAdd    0\nMasVnrArea      0\nBsmtFinSF1      0\nTotalBsmtSF     0\n1stFlrSF        0\n2ndFlrSF        0\nGrLivArea       0\nFullBath        0\nTotRmsAbvGrd    0\nFireplaces      0\nGarageYrBlt     0\nGarageCars      0\nGarageArea      0\nLotFrontage     0\ndtype: int64"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df[cols[:-1]].isnull().sum().sort_values(ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征选择"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "   LotFrontage  OverallQual  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  \\\n0         65.0            7       2003          2003       196.0         706   \n1         80.0            6       1976          1976         0.0         978   \n2         68.0            7       2001          2002       162.0         486   \n3         60.0            7       1915          1970         0.0         216   \n4         84.0            8       2000          2000       350.0         655   \n\n   TotalBsmtSF  1stFlrSF  2ndFlrSF  GrLivArea  FullBath  TotRmsAbvGrd  \\\n0          856       856       854       1710         2             8   \n1         1262      1262         0       1262         2             6   \n2          920       920       866       1786         2             6   \n3          756       961       756       1717         1             7   \n4         1145      1145      1053       2198         2             9   \n\n   Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \n0           0       2003.0           2         548           0           61  \n1           1       1976.0           2         460         298            0  \n2           1       2001.0           2         608           0           42  \n3           1       1998.0           3         642           0           35  \n4           1       2000.0           3         836         192           84  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>LotFrontage</th>\n      <th>OverallQual</th>\n      <th>YearBuilt</th>\n      <th>YearRemodAdd</th>\n      <th>MasVnrArea</th>\n      <th>BsmtFinSF1</th>\n      <th>TotalBsmtSF</th>\n      <th>1stFlrSF</th>\n      <th>2ndFlrSF</th>\n      <th>GrLivArea</th>\n      <th>FullBath</th>\n      <th>TotRmsAbvGrd</th>\n      <th>Fireplaces</th>\n      <th>GarageYrBlt</th>\n      <th>GarageCars</th>\n      <th>GarageArea</th>\n      <th>WoodDeckSF</th>\n      <th>OpenPorchSF</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>65.0</td>\n      <td>7</td>\n      <td>2003</td>\n      <td>2003</td>\n      <td>196.0</td>\n      <td>706</td>\n      <td>856</td>\n      <td>856</td>\n      <td>854</td>\n      <td>1710</td>\n      <td>2</td>\n      <td>8</td>\n      <td>0</td>\n      <td>2003.0</td>\n      <td>2</td>\n      <td>548</td>\n      <td>0</td>\n      <td>61</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>80.0</td>\n      <td>6</td>\n      <td>1976</td>\n      <td>1976</td>\n      <td>0.0</td>\n      <td>978</td>\n      <td>1262</td>\n      <td>1262</td>\n      <td>0</td>\n      <td>1262</td>\n      <td>2</td>\n      <td>6</td>\n      <td>1</td>\n      <td>1976.0</td>\n      <td>2</td>\n      <td>460</td>\n      <td>298</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>68.0</td>\n      <td>7</td>\n      <td>2001</td>\n      <td>2002</td>\n      <td>162.0</td>\n      <td>486</td>\n      <td>920</td>\n      <td>920</td>\n      <td>866</td>\n      <td>1786</td>\n      <td>2</td>\n      <td>6</td>\n      <td>1</td>\n      <td>2001.0</td>\n      <td>2</td>\n      <td>608</td>\n      <td>0</td>\n      <td>42</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>60.0</td>\n      <td>7</td>\n      <td>1915</td>\n      <td>1970</td>\n      <td>0.0</td>\n      <td>216</td>\n      <td>756</td>\n      <td>961</td>\n      <td>756</td>\n      <td>1717</td>\n      <td>1</td>\n      <td>7</td>\n      <td>1</td>\n      <td>1998.0</td>\n      <td>3</td>\n      <td>642</td>\n      <td>0</td>\n      <td>35</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>84.0</td>\n      <td>8</td>\n      <td>2000</td>\n      <td>2000</td>\n      <td>350.0</td>\n      <td>655</td>\n      <td>1145</td>\n      <td>1145</td>\n      <td>1053</td>\n      <td>2198</td>\n      <td>2</td>\n      <td>9</td>\n      <td>1</td>\n      <td>2000.0</td>\n      <td>3</td>\n      <td>836</td>\n      <td>192</td>\n      <td>84</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df[cols[:-1]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1152x720 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算皮尔森系数 corr\n",
    "plt.subplots(figsize=(16, 10))\n",
    "sns.heatmap(train_df[cols].corr(), annot=True, cmap=\"RdYlGn\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 决策树"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_uuid": "255898018b18041ba0049f85623ba345e7ed70ca"
   },
   "outputs": [
    {
     "data": {
      "text/plain": "DecisionTreeRegressor()"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn import tree\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "X_train = train_df[cols[:-1]] # 训练集\n",
    "y_train = train_df['SalePrice'].values\n",
    "\n",
    "# train_df[cols].isnull().sum().sort_values(ascending=False).head(20)\n",
    "dtreg = DecisionTreeRegressor()\n",
    "dtreg.fit(X_train, y_train)\n",
    "\n",
    "# tree.plot_tree(dtreg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_uuid": "6fc19db86b011af36b9a253bc64d83bbf7d7d55e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 56400.1371\n",
      "RMSE: 74916.8752\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "# test \n",
    "X_test = test_df[cols[:-1]] # 测试集\n",
    "dtr_pred = dtreg.predict(X_test)\n",
    "dtr_pred= dtr_pred.reshape(-1,1) # to ndarray\n",
    "\n",
    "y_test_df = pd.read_csv(\"./input/sample_submission.csv\")\n",
    "y_test = y_test_df['SalePrice'].values # test label \n",
    "\n",
    "print('MAE:', round(metrics.mean_absolute_error(y_test, dtr_pred),4))\n",
    "print('RMSE:', round(np.sqrt(metrics.mean_squared_error(y_test, dtr_pred)),4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "plt.scatter(y_test[:100],dtr_pred[:100],c='green')\n",
    "plt.plot([120000, 260000], [120000, 260000], 'k--')\n",
    "\n",
    "plt.xlabel('Y Test')\n",
    "plt.ylabel('Predicted Y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 随机森林"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 54335.89712811448\n",
      "RMSE: 70772.13333660077\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "rfr = RandomForestRegressor(n_estimators = 100, random_state = 0)\n",
    "rfr.fit(X_train, y_train)\n",
    "\n",
    "rfr_pred= rfr.predict(X_test)\n",
    "rfr_pred = rfr_pred.reshape(-1,1)\n",
    "\n",
    "print('MAE:', metrics.mean_absolute_error(y_test, rfr_pred))\n",
    "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, rfr_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "plt.scatter(y_test,rfr_pred, c='orange')\n",
    "plt.plot([120000, 260000], [120000, 260000], 'k--')\n",
    "plt.xlabel('Y Test')\n",
    "plt.ylabel('Predicted Y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### GBDT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 54314.643068814315\n",
      "RMSE: 72419.09177350024\n"
     ]
    }
   ],
   "source": [
    "from sklearn import ensemble\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "\n",
    "params = {'n_estimators': 100, 'max_depth': 4, 'min_samples_split': 2,\n",
    "          'learning_rate': 0.05, 'loss': 'ls'}\n",
    "clf = ensemble.GradientBoostingRegressor(**params)\n",
    "\n",
    "clf.fit(X_train, y_train)\n",
    "clf_pred=clf.predict(X_test)\n",
    "clf_pred= clf_pred.reshape(-1,1)\n",
    "\n",
    "print('MAE:', metrics.mean_absolute_error(y_test, clf_pred))\n",
    "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, clf_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "plt.scatter(y_test,clf_pred, c= 'brown')\n",
    "plt.plot([120000, 260000], [120000, 260000], 'k--')\n",
    "plt.xlabel('Y Test')\n",
    "plt.ylabel('Predicted Y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}